From 1673116cf1f2330b1ce90428bbe7639f81ae9ec5 Mon Sep 17 00:00:00 2001 From: adnovac Date: Tue, 12 Apr 2022 11:54:38 +0200 Subject: [PATCH] test3 --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run.py | 13 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17939 insertions(+), 17940 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index 57cbb2c..a54701c 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:1.2763247723177826e-07 it:4.507145214434587e-08 he:3.0703477757165965e-08 in:2.783677549718567e-08 i:2.75234747037452e-08 a:2.266417939748353e-08 :0.9999997185681633 -the:1.48736945433437e-07 ``:1.1906219205197301e-07 and:1.0322833348059646e-07 in:4.3958680103919436e-08 he:3.9926230453629445e-08 it:3.6063071492956793e-08 :0.9999995090245469 -the:1.763617161395416e-07 it:1.4252992995987256e-07 if:1.1098367306835174e-07 he:7.94327166649293e-08 there:6.319433654090979e-08 tho:5.494512664962225e-08 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defaultdict(lambda: defaultdict(lambda: 0)) self.model_bi = defaultdict(lambda: defaultdict(lambda: 0)) - train_in = pd.read_csv("train/in.tsv.xz", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=30000)[[6, 7]] - train_expected = pd.read_csv("train/expected.tsv", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=30000) + train_in = pd.read_csv("train/in.tsv.xz", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000)[[6, 7]] + train_expected = pd.read_csv("train/expected.tsv", sep='\t', header=None, encoding="UTF-8", on_bad_lines="skip", quoting=csv.QUOTE_NONE, nrows=300000) data = pd.concat([train_in, train_expected], axis=1) self.data = data[6] + data[0] + data[7] self.data = self.data.apply(self.clean) + def clean(self, text): text = str(text).lower().strip().replace("’", "'").replace('\\n', " ").replace("'t", " not").replace("'s", " is").replace("'ll", " will").replace("'m", " am").replace("'ve", " have").replace(",", "").replace("-", "") return text def train(self): - alpha = 0.4 + alpha = 0.6 vocab = set() for text in model.data: words = word_tokenize(text) @@ -35,14 +36,12 @@ class Model: self.model_bi[w1][w2] +=1 for w1, w2 in self.model: total_count = float(sum(self.model[w1, w2].values())) - denominator = total_count * len(vocab) for w in self.model[w1, w2]: - self.model[w1, w2][w] = self.model[w1, w2][w] / denominator * alpha + self.model[w1, w2][w] = (self.model[w1, w2][w] / total_count) * alpha for w1 in self.model_bi: total_count = float(sum(self.model_bi[w1].values())) - denominator = total_count * len(vocab) for w in self.model_bi[w1]: - self.model_bi[w1][w] = self.model_bi[w1][w] / denominator * (1-alpha) + self.model_bi[w1][w] = (self.model_bi[w1][w] / total_count) * (1-alpha) def predict(self, words): trigrams = Counter(dict(self.model[words])) diff --git a/test-A/out.tsv b/test-A/out.tsv index 31bea26..658e7bf 100644 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